Right Hand Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	53376
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	2072
Duplicate rows (%)	3.9%
Total size in memory	8.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

Dataset has 2072 (3.9%) duplicate rows	Duplicates
`Alpha_AF7` is highly overall correlated with `Beta_AF7` and 3 other fields	High correlation
`Alpha_AF8` is highly overall correlated with `Beta_AF8` and 2 other fields	High correlation
`Alpha_TP10` is highly overall correlated with `Alpha_TP9` and 2 other fields	High correlation
`Alpha_TP9` is highly overall correlated with `Alpha_TP10`	High correlation
`Beta_AF7` is highly overall correlated with `Alpha_AF7` and 3 other fields	High correlation
`Beta_AF8` is highly overall correlated with `Alpha_AF8` and 4 other fields	High correlation
`Beta_TP10` is highly overall correlated with `Alpha_TP10`	High correlation
`Beta_TP9` is highly overall correlated with `Gamma_TP9`	High correlation
`Delta_AF7` is highly overall correlated with `Alpha_AF7` and 5 other fields	High correlation
`Delta_AF8` is highly overall correlated with `Alpha_AF8` and 5 other fields	High correlation
`Delta_TP10` is highly overall correlated with `Theta_TP10`	High correlation
`Delta_TP9` is highly overall correlated with `Theta_TP9`	High correlation
`Gamma_AF7` is highly overall correlated with `Alpha_AF7` and 2 other fields	High correlation
`Gamma_AF8` is highly overall correlated with `Beta_AF8` and 2 other fields	High correlation
`Gamma_TP9` is highly overall correlated with `Beta_TP9`	High correlation
`Theta_AF7` is highly overall correlated with `Alpha_AF7` and 6 other fields	High correlation
`Theta_AF8` is highly overall correlated with `Alpha_AF8` and 4 other fields	High correlation
`Theta_TP10` is highly overall correlated with `Alpha_TP10` and 1 other fields	High correlation
`Theta_TP9` is highly overall correlated with `Delta_TP9`	High correlation

Reproduction

Analysis started	2024-10-03 22:04:04.670206
Analysis finished	2024-10-03 22:04:35.357167
Duration	30.69 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

Delta_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	1587
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.91220174

Minimum	0.09351199
Maximum	2.8702579
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	417.1 KiB

Quantile statistics

Minimum	0.09351199
5-th percentile	0.31188902
Q1	0.6793041
median	0.87557197
Q3	1.1199005
95-th percentile	1.5050339
Maximum	2.8702579
Range	2.7767459
Interquartile range (IQR)	0.4405964

Descriptive statistics

Standard deviation	0.39540959
Coefficient of variation (CV)	0.43346726
Kurtosis	5.216608
Mean	0.91220174
Median Absolute Deviation (MAD)	0.22612653
Skewness	1.3543956
Sum	48689.68
Variance	0.15634874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7602499	873	1.6%
1.1199005	594	1.1%
1.3136963	547	1.0%
2.8702579	546	1.0%
0.5503678	487	0.9%
0.8593726	473	0.9%
0.68377435	416	0.8%
1.1798431	409	0.8%
1.1231012	390	0.7%
1.4606639	390	0.7%
Other values (1577)	48251	90.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.09351199	26	< 0.1%
0.093812376	26	< 0.1%
0.0980252	26	< 0.1%
0.09982874	26	< 0.1%
0.105184674	26	< 0.1%
0.10800612	26	< 0.1%
0.11434632	26	< 0.1%
0.11686252	26	< 0.1%
0.12833543	26	< 0.1%
0.13917342	26	< 0.1%

Value	Count	Frequency (%)
2.8702579	546	1.0%
2.7761216	26	< 0.1%
2.0093746	26	< 0.1%
1.9896846	26	< 0.1%
1.9877778	26	< 0.1%
1.9816388	26	< 0.1%
1.9716198	26	< 0.1%
1.9525588	26	< 0.1%
1.9464546	26	< 0.1%
1.9450746	26	< 0.1%

Delta_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	2008
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5542263

Minimum	-0.65790015
Maximum	2.875071
Zeros	0
Zeros (%)	0.0%
Negative	11567
Negative (%)	21.7%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.65790015
5-th percentile	-0.32592908
Q1	0.06592927
median	0.406569
Q3	0.8368742
95-th percentile	2.0633194
Maximum	2.875071
Range	3.5329712
Interquartile range (IQR)	0.77094493

Descriptive statistics

Standard deviation	0.6970681
Coefficient of variation (CV)	1.2577319
Kurtosis	0.49491303
Mean	0.5542263
Median Absolute Deviation (MAD)	0.38807994
Skewness	0.95735349
Sum	29582.383
Variance	0.48590393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.5934964	442	0.8%
0.505628	286	0.5%
0.406569	234	0.4%
0.6858699	234	0.4%
0.7140713	208	0.4%
-0.067825824	182	0.3%
2.363453	156	0.3%
2.875071	130	0.2%
2.5865755	78	0.1%
0.76227266	37	0.1%
Other values (1998)	51389	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.65790015	26	< 0.1%
-0.64533573	26	< 0.1%
-0.62086314	26	< 0.1%
-0.6140611	26	< 0.1%
-0.5997879	26	< 0.1%
-0.5954794	26	< 0.1%
-0.58979726	26	< 0.1%
-0.5893065	26	< 0.1%
-0.5838901	26	< 0.1%
-0.58262247	26	< 0.1%

Value	Count	Frequency (%)
2.875071	130	0.2%
2.7789667	26	< 0.1%
2.7006772	26	< 0.1%
2.637575	26	< 0.1%
2.637501	26	< 0.1%
2.6344278	26	< 0.1%
2.5954027	26	< 0.1%
2.5865755	78	0.1%
2.5039182	26	< 0.1%
2.5037594	26	< 0.1%

Delta_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	2051
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.39043482

Minimum	-0.6055294
Maximum	1.7712256
Zeros	0
Zeros (%)	0.0%
Negative	9548
Negative (%)	17.9%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.6055294
5-th percentile	-0.26661393
Q1	0.09841418
median	0.368641
Q3	0.6653181
95-th percentile	1.2134507
Maximum	1.7712256
Range	2.376755
Interquartile range (IQR)	0.56690392

Descriptive statistics

Standard deviation	0.43153671
Coefficient of variation (CV)	1.1052721
Kurtosis	-0.08629366
Mean	0.39043482
Median Absolute Deviation (MAD)	0.2800033
Skewness	0.35763169
Sum	20839.849
Variance	0.18622394
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2401651	208	0.4%
1.2685679	187	0.4%
0.47932255	167	0.3%
0.74423766	130	0.2%
0.10106818	26	< 0.1%
0.022416962	26	< 0.1%
0.05937474	26	< 0.1%
0.07415823	26	< 0.1%
0.08509666	26	< 0.1%
0.26878253	26	< 0.1%
Other values (2041)	52528	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.6055294	26	< 0.1%
-0.57554275	26	< 0.1%
-0.56168157	26	< 0.1%
-0.53763497	26	< 0.1%
-0.5374897	26	< 0.1%
-0.5281758	26	< 0.1%
-0.51751894	26	< 0.1%
-0.5143293	26	< 0.1%
-0.5072811	26	< 0.1%
-0.50315374	26	< 0.1%

Value	Count	Frequency (%)
1.7712256	26	< 0.1%
1.7708254	26	< 0.1%
1.7705361	26	< 0.1%
1.7700437	26	< 0.1%
1.7693115	26	< 0.1%
1.7685732	26	< 0.1%
1.5745414	19	< 0.1%
1.5583999	26	< 0.1%
1.5376157	26	< 0.1%
1.5185423	26	< 0.1%

Delta_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	1648
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66773028

Minimum	-0.45063993
Maximum	2.2089305
Zeros	0
Zeros (%)	0.0%
Negative	1487
Negative (%)	2.8%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.45063993
5-th percentile	0.06280102
Q1	0.36736578
median	0.6135875
Q3	0.85183
95-th percentile	1.5527108
Maximum	2.2089305
Range	2.6595704
Interquartile range (IQR)	0.48446422

Descriptive statistics

Standard deviation	0.44218424
Coefficient of variation (CV)	0.66221985
Kurtosis	1.4430379
Mean	0.66773028
Median Absolute Deviation (MAD)	0.2410065
Skewness	0.92836131
Sum	35640.771
Variance	0.1955269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6577967	1159	2.2%
0.60566425	669	1.3%
0.0101371845	525	1.0%
0.48227832	513	1.0%
1.2016914	469	0.9%
0.3639459	439	0.8%
1.2493678	383	0.7%
0.22583969	364	0.7%
1.2000115	338	0.6%
1.1701206	335	0.6%
Other values (1638)	48182	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.45063993	182	0.3%
-0.44905663	26	< 0.1%
-0.42509556	26	< 0.1%
-0.37566695	26	< 0.1%
-0.36816874	26	< 0.1%
-0.3506115	26	< 0.1%
-0.34743443	26	< 0.1%
-0.30512944	26	< 0.1%
-0.2753179	26	< 0.1%
-0.26359463	26	< 0.1%

Value	Count	Frequency (%)
2.2089305	26	< 0.1%
2.207972	26	< 0.1%
2.1860764	26	< 0.1%
2.181842	26	< 0.1%
2.160387	52	0.1%
2.1433284	26	< 0.1%
2.1428046	26	< 0.1%
2.1418707	26	< 0.1%
2.1418235	26	< 0.1%
2.1371899	26	< 0.1%

Theta_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	1587
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6058484

Minimum	-0.08699945
Maximum	1.9194108
Zeros	0
Zeros (%)	0.0%
Negative	992
Negative (%)	1.9%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.08699945
5-th percentile	0.12169693
Q1	0.37480643
median	0.56383115
Q3	0.791853
95-th percentile	1.2251309
Maximum	1.9194108
Range	2.0064103
Interquartile range (IQR)	0.41704657

Descriptive statistics

Standard deviation	0.33424985
Coefficient of variation (CV)	0.55170541
Kurtosis	1.4547763
Mean	0.6058484
Median Absolute Deviation (MAD)	0.21023849
Skewness	0.80592958
Sum	32337.764
Variance	0.11172296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.29805025	873	1.6%
0.791853	594	1.1%
1.0855147	547	1.0%
1.9194108	546	1.0%
0.13706282	487	0.9%
0.23858356	473	0.9%
0.56383115	416	0.8%
1.1972892	409	0.8%
0.71008694	390	0.7%
1.1233572	390	0.7%
Other values (1577)	48251	90.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.08699945	26	< 0.1%
-0.07448744	390	0.7%
-0.05921185	208	0.4%
-0.02372435	26	< 0.1%
-0.012231325	26	< 0.1%
-0.007230272	238	0.4%
-0.0036247936	26	< 0.1%
-0.0024743567	26	< 0.1%
-0.0022696336	26	< 0.1%
0.022549435	26	< 0.1%

Value	Count	Frequency (%)
1.9194108	546	1.0%
1.8274599	26	< 0.1%
1.4003282	26	< 0.1%
1.400026	26	< 0.1%
1.3851696	26	< 0.1%
1.3797239	26	< 0.1%
1.3794737	19	< 0.1%
1.3625259	26	< 0.1%
1.3618721	26	< 0.1%
1.3502733	26	< 0.1%

Theta_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	2008
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13103123

Minimum	-0.7291284
Maximum	1.9770837
Zeros	0
Zeros (%)	0.0%
Negative	29540
Negative (%)	55.3%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.7291284
5-th percentile	-0.46737734
Q1	-0.19611911
median	-0.032973763
Q3	0.37483805
95-th percentile	1.2409475
Maximum	1.9770837
Range	2.7062121
Interquartile range (IQR)	0.57095716

Descriptive statistics

Standard deviation	0.51055016
Coefficient of variation (CV)	3.8964006
Kurtosis	0.69790292
Mean	0.13103123
Median Absolute Deviation (MAD)	0.21363451
Skewness	1.1585629
Sum	6993.9229
Variance	0.26066147
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0015533	442	0.8%
0.14285791	286	0.5%
-0.15459193	234	0.4%
-0.038903695	234	0.4%
-0.020208228	208	0.4%
-0.38827434	182	0.3%
1.4766304	156	0.3%
1.9770837	130	0.2%
1.7186477	78	0.1%
-0.019860227	37	0.1%
Other values (1998)	51389	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.7291284	26	< 0.1%
-0.72703475	26	< 0.1%
-0.7154853	26	< 0.1%
-0.70074624	26	< 0.1%
-0.69515413	26	< 0.1%
-0.6913698	26	< 0.1%
-0.689467	26	< 0.1%
-0.6893468	26	< 0.1%
-0.68485767	26	< 0.1%
-0.6761778	26	< 0.1%

Value	Count	Frequency (%)
1.9770837	130	0.2%
1.8803624	26	< 0.1%
1.801385	26	< 0.1%
1.7693988	26	< 0.1%
1.768729	26	< 0.1%
1.7346961	26	< 0.1%
1.7186477	78	0.1%
1.6926055	26	< 0.1%
1.6022426	26	< 0.1%
1.6021358	26	< 0.1%

Theta_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	2051
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.020948564

Minimum	-0.6518593
Maximum	1.0730251
Zeros	0
Zeros (%)	0.0%
Negative	28826
Negative (%)	54.0%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.6518593
5-th percentile	-0.42358074
Q1	-0.19388431
median	-0.028856438
Q3	0.21241733
95-th percentile	0.5803075
Maximum	1.0730251
Range	1.7248844
Interquartile range (IQR)	0.40630164

Descriptive statistics

Standard deviation	0.30773164
Coefficient of variation (CV)	14.689868
Kurtosis	-0.048116274
Mean	0.020948564
Median Absolute Deviation (MAD)	0.19311617
Skewness	0.5370871
Sum	1118.1505
Variance	0.094698762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.40705952	208	0.4%
0.44976932	187	0.4%
-0.13019074	167	0.3%
0.19890693	130	0.2%
-0.33403757	26	< 0.1%
-0.37905362	26	< 0.1%
-0.36811715	26	< 0.1%
-0.35461777	26	< 0.1%
-0.34356344	26	< 0.1%
-0.0045827557	26	< 0.1%
Other values (2041)	52528	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.6518593	26	< 0.1%
-0.6514348	26	< 0.1%
-0.63689643	26	< 0.1%
-0.6365796	26	< 0.1%
-0.63166046	26	< 0.1%
-0.61985326	26	< 0.1%
-0.6177851	26	< 0.1%
-0.6177115	26	< 0.1%
-0.61234623	26	< 0.1%
-0.6074613	26	< 0.1%

Value	Count	Frequency (%)
1.0730251	26	< 0.1%
1.0730238	26	< 0.1%
1.0726033	26	< 0.1%
1.0725461	26	< 0.1%
1.0717752	26	< 0.1%
1.0711709	26	< 0.1%
0.90969056	19	< 0.1%
0.8935197	26	< 0.1%
0.869282	26	< 0.1%
0.8474571	26	< 0.1%

Theta_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	1648
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.46304664

Minimum	-0.29645872
Maximum	1.452365
Zeros	0
Zeros (%)	0.0%
Negative	1148
Negative (%)	2.2%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.29645872
5-th percentile	0.051746316
Q1	0.2656049
median	0.40387276
Q3	0.6130798
95-th percentile	1.0801666
Maximum	1.452365
Range	1.7488237
Interquartile range (IQR)	0.3474749

Descriptive statistics

Standard deviation	0.30024599
Coefficient of variation (CV)	0.64841415
Kurtosis	0.79899598
Mean	0.46304664
Median Absolute Deviation (MAD)	0.15694474
Skewness	0.85026574
Sum	24715.578
Variance	0.090147656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.44877878	1159	2.2%
0.3114343	669	1.3%
0.26199824	525	1.0%
0.36088604	513	1.0%
0.92543334	469	0.9%
0.23922144	439	0.8%
0.9887092	383	0.7%
0.22365041	364	0.7%
0.8892597	338	0.6%
0.81867075	335	0.6%
Other values (1638)	48182	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.29645872	26	< 0.1%
-0.25981194	26	< 0.1%
-0.2575605	26	< 0.1%
-0.22529034	26	< 0.1%
-0.21846211	26	< 0.1%
-0.21285619	182	0.3%
-0.21278086	26	< 0.1%
-0.18521556	21	< 0.1%
-0.18457808	26	< 0.1%
-0.17920868	26	< 0.1%

Value	Count	Frequency (%)
1.452365	26	< 0.1%
1.4498242	26	< 0.1%
1.441756	26	< 0.1%
1.438748	26	< 0.1%
1.4356893	26	< 0.1%
1.4316757	26	< 0.1%
1.4308242	26	< 0.1%
1.4300808	26	< 0.1%
1.425611	52	0.1%
1.4251637	26	< 0.1%

Alpha_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	1178
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.172151

Minimum	0.0291096
Maximum	2.1328275
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	417.1 KiB

Quantile statistics

Minimum	0.0291096
5-th percentile	0.49481988
Q1	0.9872947
median	1.2300023
Q3	1.4045386
95-th percentile	1.6870611
Maximum	2.1328275
Range	2.1037179
Interquartile range (IQR)	0.4172439

Descriptive statistics

Standard deviation	0.35886047
Coefficient of variation (CV)	0.3061555
Kurtosis	0.53711856
Mean	1.172151
Median Absolute Deviation (MAD)	0.1926021
Skewness	-0.55668536
Sum	62564.731
Variance	0.12878084
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.574635	873	1.6%
1.7737656	703	1.3%
1.6870611	620	1.2%
2.1328275	572	1.1%
0.26635382	487	0.9%
0.14121903	473	0.9%
0.7473116	416	0.8%
1.0492707	409	0.8%
1.2321707	393	0.7%
1.2513291	390	0.7%
Other values (1168)	48040	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0291096	26	< 0.1%
0.08813132	26	< 0.1%
0.14121903	473	0.9%
0.18277593	26	< 0.1%
0.18942745	251	0.5%
0.26635382	487	0.9%
0.28622195	26	< 0.1%
0.31880534	26	< 0.1%
0.31979063	78	0.1%
0.32180232	26	< 0.1%

Value	Count	Frequency (%)
2.1328275	572	1.1%
1.7984476	104	0.2%
1.7931398	26	< 0.1%
1.7899144	260	0.5%
1.7893363	26	< 0.1%
1.7892247	26	< 0.1%
1.7887752	26	< 0.1%
1.7834045	26	< 0.1%
1.7791559	26	< 0.1%
1.7770396	26	< 0.1%

Alpha_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	1381
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.44507333

Minimum	-0.52235407
Maximum	2.1235163
Zeros	0
Zeros (%)	0.0%
Negative	8898
Negative (%)	16.7%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.52235407
5-th percentile	-0.17148098
Q1	0.053849537
median	0.18729152
Q3	0.5071521
95-th percentile	1.7661971
Maximum	2.1235163
Range	2.6458704
Interquartile range (IQR)	0.45330256

Descriptive statistics

Standard deviation	0.62440747
Coefficient of variation (CV)	1.4029316
Kurtosis	0.23948961
Mean	0.44507333
Median Absolute Deviation (MAD)	0.17358138
Skewness	1.2229073
Sum	23756.234
Variance	0.38988469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.4080569	728	1.4%
1.5403634	468	0.9%
1.2496443	390	0.7%
2.067883	390	0.7%
1.3791599	390	0.7%
2.1089952	390	0.7%
1.3766923	364	0.7%
2.1123464	364	0.7%
1.400229	338	0.6%
1.7661971	312	0.6%
Other values (1371)	49242	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.52235407	26	< 0.1%
-0.5198346	26	< 0.1%
-0.45787394	26	< 0.1%
-0.4270319	26	< 0.1%
-0.42310426	26	< 0.1%
-0.4028278	234	0.4%
-0.398904	26	< 0.1%
-0.38868472	26	< 0.1%
-0.3762896	26	< 0.1%
-0.37097698	26	< 0.1%

Value	Count	Frequency (%)
2.1235163	101	0.2%
2.1123464	364	0.7%
2.1089952	390	0.7%
2.1081538	234	0.4%
2.067883	390	0.7%
2.0103927	156	0.3%
2.0087707	234	0.4%
1.8511964	104	0.2%
1.8190812	156	0.3%
1.8143343	104	0.2%

Alpha_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	1451
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31249548

Minimum	-0.45657128
Maximum	1.4445287
Zeros	0
Zeros (%)	0.0%
Negative	8710
Negative (%)	16.3%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.45657128
5-th percentile	-0.11929836
Q1	0.05120228
median	0.18107213
Q3	0.3545256
95-th percentile	1.3790613
Maximum	1.4445287
Range	1.9011
Interquartile range (IQR)	0.30332332

Descriptive statistics

Standard deviation	0.43328685
Coefficient of variation (CV)	1.386538
Kurtosis	1.2197506
Mean	0.31249548
Median Absolute Deviation (MAD)	0.14367963
Skewness	1.5014724
Sum	16679.759
Variance	0.1877375
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2347314	390	0.7%
1.407243	390	0.7%
1.3790613	390	0.7%
1.2625852	390	0.7%
1.369395	390	0.7%
1.3883271	390	0.7%
1.4445287	390	0.7%
1.2611517	390	0.7%
1.246271	390	0.7%
1.4249865	390	0.7%
Other values (1441)	49476	92.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.45657128	52	0.1%
-0.43111938	26	< 0.1%
-0.40658662	26	< 0.1%
-0.40127686	26	< 0.1%
-0.375607	26	< 0.1%
-0.3499732	26	< 0.1%
-0.34555578	26	< 0.1%
-0.33512405	26	< 0.1%
-0.31653386	26	< 0.1%
-0.31478804	26	< 0.1%

Value	Count	Frequency (%)
1.4445287	390	0.7%
1.4387702	312	0.6%
1.4357655	71	0.1%
1.4343165	260	0.5%
1.4249865	390	0.7%
1.4244981	78	0.1%
1.407243	390	0.7%
1.3883271	390	0.7%
1.3790613	390	0.7%
1.369395	390	0.7%

Alpha_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	1234
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0773566

Minimum	-0.11571707
Maximum	1.8432456
Zeros	0
Zeros (%)	0.0%
Negative	1319
Negative (%)	2.5%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.11571707
5-th percentile	0.16333234
Q1	0.78517884
median	1.2140487
Q3	1.4007379
95-th percentile	1.6030927
Maximum	1.8432456
Range	1.9589627
Interquartile range (IQR)	0.61555906

Descriptive statistics

Standard deviation	0.43431126
Coefficient of variation (CV)	0.40312675
Kurtosis	-0.043404309
Mean	1.0773566
Median Absolute Deviation (MAD)	0.27039386
Skewness	-0.78639976
Sum	57504.986
Variance	0.18862627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6041756	1159	2.2%
0.34849972	669	1.3%
1.3982431	550	1.0%
-0.045228336	525	1.0%
1.4467478	520	1.0%
0.10991169	513	1.0%
0.9891345	494	0.9%
1.46635	469	0.9%
1.2281166	468	0.9%
-0.11571707	439	0.8%
Other values (1224)	47570	89.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.11571707	439	0.8%
-0.045228336	525	1.0%
-0.041634448	130	0.2%
-0.040103085	26	< 0.1%
-0.039277904	26	< 0.1%
-0.030099533	173	0.3%
0.0022124576	26	< 0.1%
0.078326814	179	0.3%
0.08345497	208	0.4%
0.09762292	26	< 0.1%

Value	Count	Frequency (%)
1.8432456	104	0.2%
1.8231694	52	0.1%
1.8230125	78	0.1%
1.8215964	156	0.3%
1.7931367	156	0.3%
1.7931052	78	0.1%
1.7899003	26	< 0.1%
1.7875522	26	< 0.1%
1.7757256	104	0.2%
1.7086855	52	0.1%

Beta_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	1587
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6868945

Minimum	0.2895488
Maximum	1.4919298
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	417.1 KiB

Quantile statistics

Minimum	0.2895488
5-th percentile	0.40637323
Q1	0.5466098
median	0.6615286
Q3	0.80292726
95-th percentile	1.0099044
Maximum	1.4919298
Range	1.202381
Interquartile range (IQR)	0.25631746

Descriptive statistics

Standard deviation	0.19747379
Coefficient of variation (CV)	0.2874878
Kurtosis	1.6451501
Mean	0.6868945
Median Absolute Deviation (MAD)	0.12553214
Skewness	0.81253594
Sum	36663.681
Variance	0.038995897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.66428083	873	1.6%
0.9886233	594	1.1%
0.95449483	547	1.0%
1.4919298	546	1.0%
0.45866364	487	0.9%
0.6384422	473	0.9%
0.5418143	416	0.8%
0.5172847	409	0.8%
0.4636858	390	0.7%
1.0094148	390	0.7%
Other values (1577)	48251	90.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2895488	283	0.5%
0.29582784	26	< 0.1%
0.29739153	26	< 0.1%
0.2980531	26	< 0.1%
0.30438805	26	< 0.1%
0.30444264	26	< 0.1%
0.3079742	390	0.7%
0.30821708	9	< 0.1%
0.30887	26	< 0.1%
0.31395483	26	< 0.1%

Value	Count	Frequency (%)
1.4919298	546	1.0%
1.4035591	26	< 0.1%
1.1446972	26	< 0.1%
1.1421852	26	< 0.1%
1.1385862	7	< 0.1%
1.1301626	26	< 0.1%
1.1249377	26	< 0.1%
1.1238216	26	< 0.1%
1.1208408	26	< 0.1%
1.1199456	26	< 0.1%

Beta_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	2008
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.020648471

Minimum	-0.43362474
Maximum	1.5008706
Zeros	0
Zeros (%)	0.0%
Negative	36553
Negative (%)	68.5%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.43362474
5-th percentile	-0.28194636
Q1	-0.19309188
median	-0.10487711
Q3	0.09692311
95-th percentile	0.8589587
Maximum	1.5008706
Range	1.9344953
Interquartile range (IQR)	0.29001499

Descriptive statistics

Standard deviation	0.34058706
Coefficient of variation (CV)	16.494542
Kurtosis	2.5464275
Mean	0.020648471
Median Absolute Deviation (MAD)	0.11007964
Skewness	1.7429992
Sum	1102.1328
Variance	0.11599955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.49240842	442	0.8%
-0.19309188	286	0.5%
-0.22974429	234	0.4%
-0.19507417	234	0.4%
-0.051924948	208	0.4%
0.10436749	182	0.3%
1.1736337	156	0.3%
1.5008706	130	0.2%
1.2359878	78	0.1%
-0.21489456	37	0.1%
Other values (1998)	51389	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.43362474	26	< 0.1%
-0.4314369	26	< 0.1%
-0.42893136	26	< 0.1%
-0.42494288	26	< 0.1%
-0.42326432	26	< 0.1%
-0.4219596	26	< 0.1%
-0.41761586	26	< 0.1%
-0.41509944	26	< 0.1%
-0.40841573	26	< 0.1%
-0.40759617	26	< 0.1%

Value	Count	Frequency (%)
1.5008706	130	0.2%
1.4044552	26	< 0.1%
1.3261601	26	< 0.1%
1.2851042	26	< 0.1%
1.2823503	26	< 0.1%
1.2607111	26	< 0.1%
1.2359878	78	0.1%
1.2313176	26	< 0.1%
1.1736337	156	0.3%
1.1128024	26	< 0.1%

Beta_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	2051
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.041427613

Minimum	-0.35532644
Maximum	0.8260655
Zeros	0
Zeros (%)	0.0%
Negative	38444
Negative (%)	72.0%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.35532644
5-th percentile	-0.2828596
Q1	-0.17871523
median	-0.09898356
Q3	0.02117012
95-th percentile	0.38853502
Maximum	0.8260655
Range	1.1813919
Interquartile range (IQR)	0.19988535

Descriptive statistics

Standard deviation	0.20566698
Coefficient of variation (CV)	-4.9644903
Kurtosis	1.4764546
Mean	-0.041427613
Median Absolute Deviation (MAD)	0.0941215
Skewness	1.3051087
Sum	-2211.2403
Variance	0.042298907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.12534064	208	0.4%
0.16957194	187	0.4%
-0.11380454	167	0.3%
0.038777735	130	0.2%
-0.19981882	26	< 0.1%
-0.23800461	26	< 0.1%
-0.21962665	26	< 0.1%
-0.20792145	26	< 0.1%
-0.2026924	26	< 0.1%
-0.24696079	26	< 0.1%
Other values (2041)	52528	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.35532644	26	< 0.1%
-0.35302776	26	< 0.1%
-0.35070038	26	< 0.1%
-0.3501892	26	< 0.1%
-0.3489261	26	< 0.1%
-0.34174186	26	< 0.1%
-0.3416548	26	< 0.1%
-0.34019816	26	< 0.1%
-0.33865863	26	< 0.1%
-0.33785164	26	< 0.1%

Value	Count	Frequency (%)
0.8260655	26	< 0.1%
0.76344985	26	< 0.1%
0.7306717	26	< 0.1%
0.6962028	26	< 0.1%
0.69602287	26	< 0.1%
0.69199955	26	< 0.1%
0.69199514	26	< 0.1%
0.68387043	26	< 0.1%
0.67792606	26	< 0.1%
0.67441094	26	< 0.1%

Beta_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	1648
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50365096

Minimum	0.07721989
Maximum	1.1117194
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	417.1 KiB

Quantile statistics

Minimum	0.07721989
5-th percentile	0.2771437
Q1	0.40403813
median	0.49051082
Q3	0.57501006
95-th percentile	0.8247384
Maximum	1.1117194
Range	1.0344995
Interquartile range (IQR)	0.17097193

Descriptive statistics

Standard deviation	0.1546856
Coefficient of variation (CV)	0.30712858
Kurtosis	1.4454793
Mean	0.50365096
Median Absolute Deviation (MAD)	0.08594072
Skewness	0.70713785
Sum	26882.874
Variance	0.023927636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5366092	1159	2.2%
0.55715036	669	1.3%
0.46350837	525	1.0%
0.47215465	513	1.0%
0.8346659	469	0.9%
0.2771437	439	0.8%
0.53011715	383	0.7%
0.65808475	364	0.7%
0.5453553	338	0.6%
0.8247384	335	0.6%
Other values (1638)	48182	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07721989	301	0.6%
0.16084474	173	0.3%
0.16810617	26	< 0.1%
0.1750708	26	< 0.1%
0.18302462	26	< 0.1%
0.19944142	229	0.4%
0.199803	26	< 0.1%
0.2107411	19	< 0.1%
0.21143846	260	0.5%
0.22832571	26	< 0.1%

Value	Count	Frequency (%)
1.1117194	26	< 0.1%
1.108767	26	< 0.1%
1.1052873	26	< 0.1%
1.1046486	26	< 0.1%
1.08021	52	0.1%
1.0653287	26	< 0.1%
1.0611696	26	< 0.1%
1.0595901	26	< 0.1%
1.0427475	26	< 0.1%
1.0395441	26	< 0.1%

Gamma_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	1587
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.25990752

Minimum	-0.49976116
Maximum	0.90980077
Zeros	0
Zeros (%)	0.0%
Negative	6947
Negative (%)	13.0%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.49976116
5-th percentile	-0.09960677
Q1	0.11012673
median	0.2572155
Q3	0.4086938
95-th percentile	0.67905754
Maximum	0.90980077
Range	1.4095619
Interquartile range (IQR)	0.29856707

Descriptive statistics

Standard deviation	0.24324717
Coefficient of variation (CV)	0.93589894
Kurtosis	0.50660397
Mean	0.25990752
Median Absolute Deviation (MAD)	0.14825532
Skewness	-0.0039791724
Sum	13872.824
Variance	0.059169185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.34274334	873	1.6%
0.5609746	594	1.1%
0.49045825	547	1.0%
0.90980077	546	1.0%
-0.42995718	487	0.9%
-0.3060746	473	0.9%
0.16908355	416	0.8%
0.21427993	409	0.8%
0.26188424	390	0.7%
0.7321449	390	0.7%
Other values (1577)	48251	90.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.49976116	19	< 0.1%
-0.44911292	283	0.5%
-0.42995718	487	0.9%
-0.3060746	473	0.9%
-0.30067292	26	< 0.1%
-0.27740487	26	< 0.1%
-0.25247073	26	< 0.1%
-0.24930073	9	< 0.1%
-0.24001357	26	< 0.1%
-0.23835382	26	< 0.1%

Value	Count	Frequency (%)
0.90980077	546	1.0%
0.84713334	26	< 0.1%
0.8407027	26	< 0.1%
0.83916986	26	< 0.1%
0.83894026	306	0.6%
0.8369948	26	< 0.1%
0.8362333	26	< 0.1%
0.8344892	26	< 0.1%
0.83298373	26	< 0.1%
0.82751876	26	< 0.1%

Gamma_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	2008
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.35105359

Minimum	-0.8101832
Maximum	0.92203563
Zeros	0
Zeros (%)	0.0%
Negative	47398
Negative (%)	88.8%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.8101832
5-th percentile	-0.6552755
Q1	-0.53720206
median	-0.43704805
Q3	-0.23998773
95-th percentile	0.24842478
Maximum	0.92203563
Range	1.7322188
Interquartile range (IQR)	0.29721433

Descriptive statistics

Standard deviation	0.27796692
Coefficient of variation (CV)	-0.79180766
Kurtosis	2.3212509
Mean	-0.35105359
Median Absolute Deviation (MAD)	0.13504185
Skewness	1.4572741
Sum	-18737.837
Variance	0.077265611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1341615	442	0.8%
-0.5148898	286	0.5%
-0.506378	234	0.4%
-0.74175566	234	0.4%
-0.7538802	208	0.4%
-0.4981153	182	0.3%
0.55392003	156	0.3%
0.92203563	130	0.2%
0.6419792	78	0.1%
-0.5468601	37	0.1%
Other values (1998)	51389	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.8101832	26	< 0.1%
-0.7995811	26	< 0.1%
-0.7971102	26	< 0.1%
-0.791409	26	< 0.1%
-0.79034245	26	< 0.1%
-0.7883784	26	< 0.1%
-0.7769055	26	< 0.1%
-0.77393436	26	< 0.1%
-0.77310616	26	< 0.1%
-0.76686484	26	< 0.1%

Value	Count	Frequency (%)
0.92203563	130	0.2%
0.8273117	26	< 0.1%
0.75075656	26	< 0.1%
0.688438	26	< 0.1%
0.6878292	26	< 0.1%
0.6870658	26	< 0.1%
0.6419792	78	0.1%
0.63013864	26	< 0.1%
0.5656611	26	< 0.1%
0.5648476	26	< 0.1%

Gamma_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	2051
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.38898402

Minimum	-0.79768574
Maximum	0.32782343
Zeros	0
Zeros (%)	0.0%
Negative	50294
Negative (%)	94.2%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.79768574
5-th percentile	-0.65473443
Q1	-0.54171777
median	-0.43163237
Q3	-0.27692232
95-th percentile	0.031772185
Maximum	0.32782343
Range	1.1255092
Interquartile range (IQR)	0.26479545

Descriptive statistics

Standard deviation	0.20340621
Coefficient of variation (CV)	-0.52291662
Kurtosis	0.38399021
Mean	-0.38898402
Median Absolute Deviation (MAD)	0.12538889
Skewness	0.85762414
Sum	-20762.411
Variance	0.041374084
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.358066	208	0.4%
0.112667434	187	0.4%
-0.20311476	167	0.3%
-0.21015115	130	0.2%
-0.41698542	26	< 0.1%
-0.4525027	26	< 0.1%
-0.44162667	26	< 0.1%
-0.4320279	26	< 0.1%
-0.4245004	26	< 0.1%
-0.42783588	26	< 0.1%
Other values (2041)	52528	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.79768574	26	< 0.1%
-0.7960766	26	< 0.1%
-0.76603884	26	< 0.1%
-0.76102746	26	< 0.1%
-0.7576203	26	< 0.1%
-0.7390993	26	< 0.1%
-0.7340777	26	< 0.1%
-0.73105663	26	< 0.1%
-0.72999614	26	< 0.1%
-0.72741586	26	< 0.1%

Value	Count	Frequency (%)
0.32782343	26	< 0.1%
0.29646426	26	< 0.1%
0.2748341	26	< 0.1%
0.27114722	26	< 0.1%
0.26362523	26	< 0.1%
0.25225088	26	< 0.1%
0.25096378	26	< 0.1%
0.2449658	26	< 0.1%
0.24436432	26	< 0.1%
0.2440264	26	< 0.1%

Gamma_TP10
Real number (ℝ)

Distinct	1648
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.085925529

Minimum	-0.323089
Maximum	0.7382696
Zeros	0
Zeros (%)	0.0%
Negative	14275
Negative (%)	26.7%
Memory size	417.1 KiB

Quantile statistics

Minimum	-0.323089
5-th percentile	-0.10572274
Q1	-0.0063504796
median	0.06236162
Q3	0.14735422
95-th percentile	0.3597988
Maximum	0.7382696
Range	1.0613586
Interquartile range (IQR)	0.1537047

Descriptive statistics

Standard deviation	0.16029954
Coefficient of variation (CV)	1.8655636
Kurtosis	4.4715281
Mean	0.085925529
Median Absolute Deviation (MAD)	0.0764258
Skewness	1.4468794
Sum	4586.361
Variance	0.025695942
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7382696	1159	2.2%
0.3597988	669	1.3%
-0.16603442	525	1.0%
-0.080100425	513	1.0%
0.19411445	469	0.9%
0.13879015	439	0.8%
-0.028910507	383	0.7%
-0.09056023	364	0.7%
-0.2695789	338	0.6%
0.21776347	335	0.6%
Other values (1638)	48182	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.323089	301	0.6%
-0.31529513	26	< 0.1%
-0.27059788	26	< 0.1%
-0.2695789	338	0.6%
-0.26002213	26	< 0.1%
-0.25901228	26	< 0.1%
-0.25518107	26	< 0.1%
-0.23634844	26	< 0.1%
-0.2359999	26	< 0.1%
-0.23513845	26	< 0.1%

Value	Count	Frequency (%)
0.7382696	1159	2.2%
0.4864593	26	< 0.1%
0.4785553	26	< 0.1%
0.4773679	26	< 0.1%
0.47723046	26	< 0.1%
0.47648683	26	< 0.1%
0.47448167	26	< 0.1%
0.47391802	26	< 0.1%
0.4731935	26	< 0.1%
0.4727362	26	< 0.1%

Auto

Heatmap
Table

	Alpha_AF7	Alpha_AF8	Alpha_TP10	Alpha_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Beta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Delta_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10	Gamma_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Theta_TP9
Alpha_AF7	1.000	0.447	0.070	0.086	0.692	0.473	0.255	0.070	0.657	0.409	0.189	0.175	0.589	0.397	0.095	0.069	0.748	0.448	0.257	0.215
Alpha_AF8	0.447	1.000	0.251	0.190	0.407	0.551	0.293	0.005	0.434	0.559	0.259	0.243	0.365	0.467	0.066	0.047	0.497	0.645	0.314	0.225
Alpha_TP10	0.070	0.251	1.000	0.596	0.033	-0.002	0.522	0.144	0.040	0.034	0.476	0.218	-0.008	-0.152	0.215	0.225	0.025	0.117	0.549	0.241
Alpha_TP9	0.086	0.190	0.596	1.000	-0.044	0.075	0.302	0.383	0.048	-0.007	0.211	0.416	0.017	-0.123	0.159	0.422	0.043	0.097	0.301	0.469
Beta_AF7	0.692	0.407	0.033	-0.044	1.000	0.453	0.189	0.043	0.614	0.388	0.165	0.149	0.690	0.426	0.136	0.062	0.628	0.400	0.213	0.063
Beta_AF8	0.473	0.551	-0.002	0.075	0.453	1.000	0.234	0.008	0.538	0.570	0.189	0.207	0.442	0.686	0.079	0.009	0.519	0.499	0.232	0.218
Beta_TP10	0.255	0.293	0.522	0.302	0.189	0.234	1.000	0.132	0.274	0.238	0.446	0.227	0.139	0.087	0.358	0.172	0.308	0.337	0.482	0.291
Beta_TP9	0.070	0.005	0.144	0.383	0.043	0.008	0.132	1.000	0.128	0.037	0.175	0.281	0.094	0.048	0.354	0.697	0.105	0.114	0.173	0.373
Delta_AF7	0.657	0.434	0.040	0.048	0.614	0.538	0.274	0.128	1.000	0.593	0.278	0.184	0.491	0.446	0.096	0.114	0.785	0.507	0.293	0.179
Delta_AF8	0.409	0.559	0.034	-0.007	0.388	0.570	0.238	0.037	0.593	1.000	0.362	0.279	0.310	0.545	0.125	-0.015	0.548	0.782	0.250	0.191
Delta_TP10	0.189	0.259	0.476	0.211	0.165	0.189	0.446	0.175	0.278	0.362	1.000	0.454	0.118	0.101	0.312	0.237	0.258	0.298	0.603	0.386
Delta_TP9	0.175	0.243	0.218	0.416	0.149	0.207	0.227	0.281	0.184	0.279	0.454	1.000	0.122	0.211	0.155	0.207	0.201	0.284	0.258	0.655
Gamma_AF7	0.589	0.365	-0.008	0.017	0.690	0.442	0.139	0.094	0.491	0.310	0.118	0.122	1.000	0.445	0.092	0.109	0.566	0.362	0.166	0.080
Gamma_AF8	0.397	0.467	-0.152	-0.123	0.426	0.686	0.087	0.048	0.446	0.545	0.101	0.211	0.445	1.000	0.117	-0.011	0.464	0.526	0.155	0.145
Gamma_TP10	0.095	0.066	0.215	0.159	0.136	0.079	0.358	0.354	0.096	0.125	0.312	0.155	0.092	0.117	1.000	0.408	0.113	0.170	0.287	0.195
Gamma_TP9	0.069	0.047	0.225	0.422	0.062	0.009	0.172	0.697	0.114	-0.015	0.237	0.207	0.109	-0.011	0.408	1.000	0.123	0.085	0.265	0.297
Theta_AF7	0.748	0.497	0.025	0.043	0.628	0.519	0.308	0.105	0.785	0.548	0.258	0.201	0.566	0.464	0.113	0.123	1.000	0.571	0.291	0.244
Theta_AF8	0.448	0.645	0.117	0.097	0.400	0.499	0.337	0.114	0.507	0.782	0.298	0.284	0.362	0.526	0.170	0.085	0.571	1.000	0.383	0.262
Theta_TP10	0.257	0.314	0.549	0.301	0.213	0.232	0.482	0.173	0.293	0.250	0.603	0.258	0.166	0.155	0.287	0.265	0.291	0.383	1.000	0.371
Theta_TP9	0.215	0.225	0.241	0.469	0.063	0.218	0.291	0.373	0.179	0.191	0.386	0.655	0.080	0.145	0.195	0.297	0.244	0.262	0.371	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Delta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Theta_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Alpha_TP9	Alpha_AF7	Alpha_AF8	Alpha_TP10	Beta_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Gamma_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10
0	1.128192	0.868699	0.111153	0.604565	0.384604	0.617328	-0.234356	-0.018713	0.808766	0.051071	0.111576	0.603682	0.463306	0.598247	0.075653	0.528989	0.197334	0.547088	-0.178497	-0.006535
1	1.128192	0.868699	0.111153	0.604565	0.384604	0.617328	-0.234356	-0.018713	0.808766	0.051071	0.111576	0.603682	0.463306	0.598247	0.075653	0.528989	0.197334	0.547088	-0.178497	-0.006535
2	1.128192	0.868699	0.111153	0.604565	0.384604	0.617328	-0.234356	-0.018713	0.808766	0.051071	0.111576	0.603682	0.463306	0.598247	0.075653	0.528989	0.197334	0.547088	-0.178497	-0.006535
3	1.128192	0.868699	0.111153	0.604565	0.384604	0.617328	-0.234356	-0.018713	0.808766	0.051071	0.111576	0.603682	0.463306	0.598247	0.075653	0.528989	0.197334	0.547088	-0.178497	-0.006535
4	1.128192	0.868699	0.111153	0.604565	0.384604	0.617328	-0.234356	-0.018713	0.808766	0.051071	0.111576	0.603682	0.463306	0.598247	0.075653	0.528989	0.197334	0.547088	-0.178497	-0.006535
5	1.128192	0.868699	0.111153	0.604565	0.384604	0.617328	-0.234356	-0.018713	0.808766	0.051071	0.111576	0.603682	0.463306	0.598247	0.075653	0.528989	0.197334	0.547088	-0.178497	-0.006535
6	1.128192	0.868699	0.111153	0.604565	0.384604	0.617328	-0.234356	-0.018713	0.808766	0.051071	0.111576	0.603682	0.463306	0.598247	0.075653	0.528989	0.197334	0.547088	-0.178497	-0.006535
7	1.107132	0.020133	0.157002	0.662385	0.375285	-0.170299	-0.241741	-0.005112	0.832947	-0.147924	0.111576	0.608921	0.468661	-0.184145	0.069552	0.533068	0.188605	-0.433962	-0.196804	-0.024044
8	1.107132	0.020133	0.157002	0.662385	0.375285	-0.170299	-0.241741	-0.005112	0.832947	-0.147924	0.111576	0.608921	0.468661	-0.184145	0.069552	0.533068	0.188605	-0.433962	-0.196804	-0.024044
9	1.107132	0.020133	0.157002	0.662385	0.375285	-0.170299	-0.241741	-0.005112	0.832947	-0.147924	0.111576	0.608921	0.468661	-0.184145	0.069552	0.533068	0.188605	-0.433962	-0.196804	-0.024044

	Delta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Theta_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Alpha_TP9	Alpha_AF7	Alpha_AF8	Alpha_TP10	Beta_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Gamma_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10
53366	0.986334	0.508533	0.865465	0.850146	0.528804	0.284264	0.137937	0.893308	1.448945	0.186355	0.169021	1.342872	0.880507	-0.057866	-0.056549	0.401608	0.572026	-0.23968	-0.368178	0.048785
53367	0.986334	0.508533	0.865465	0.850146	0.528804	0.284264	0.137937	0.893308	1.448945	0.186355	0.169021	1.342872	0.880507	-0.057866	-0.056549	0.401608	0.572026	-0.23968	-0.368178	0.048785
53368	0.986334	0.508533	0.865465	0.850146	0.528804	0.284264	0.137937	0.893308	1.448945	0.186355	0.169021	1.342872	0.880507	-0.057866	-0.056549	0.401608	0.572026	-0.23968	-0.368178	0.048785
53369	0.986334	0.508533	0.865465	0.850146	0.528804	0.284264	0.137937	0.893308	1.448945	0.186355	0.169021	1.342872	0.880507	-0.057866	-0.056549	0.401608	0.572026	-0.23968	-0.368178	0.048785
53370	0.986334	0.508533	0.865465	0.850146	0.528804	0.284264	0.137937	0.893308	1.448945	0.186355	0.169021	1.342872	0.880507	-0.057866	-0.056549	0.401608	0.572026	-0.23968	-0.368178	0.048785
53371	0.986334	0.508533	0.865465	0.850146	0.528804	0.284264	0.137937	0.893308	1.448945	0.186355	0.169021	1.342872	0.880507	-0.057866	-0.056549	0.401608	0.572026	-0.23968	-0.368178	0.048785
53372	0.986334	0.508533	0.865465	0.850146	0.528804	0.284264	0.137937	0.893308	1.448945	0.186355	0.169021	1.342872	0.880507	-0.057866	-0.056549	0.401608	0.572026	-0.23968	-0.368178	0.048785
53373	0.986334	0.508533	0.865465	0.850146	0.528804	0.284264	0.137937	0.893308	1.448945	0.186355	0.169021	1.342872	0.880507	-0.057866	-0.056549	0.401608	0.572026	-0.23968	-0.368178	0.048785
53374	0.986334	0.508533	0.865465	0.850146	0.528804	0.284264	0.137937	0.893308	1.448945	0.186355	0.169021	1.342872	0.880507	-0.057866	-0.056549	0.401608	0.572026	-0.23968	-0.368178	0.048785
53375	0.986334	0.508533	0.865465	0.850146	0.528804	0.284264	0.137937	0.893308	1.448945	0.186355	0.169021	1.342872	0.880507	-0.057866	-0.056549	0.401608	0.572026	-0.23968	-0.368178	0.048785

Most frequently occurring

	Delta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Theta_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Alpha_TP9	Alpha_AF7	Alpha_AF8	Alpha_TP10	Beta_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Gamma_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10	# duplicates
19	0.154396	0.762273	0.479323	1.920933	-0.007230	-0.019860	-0.130191	1.285657	0.712951	-0.036908	0.303361	1.398243	0.725642	-0.214895	-0.113805	0.745541	0.307081	-0.546860	-0.203115	0.361549	37
0	0.093512	0.799530	-0.210026	0.280830	0.722802	-0.044162	-0.430331	0.402462	1.363569	-0.058779	0.272123	1.336801	0.634860	-0.272775	-0.174117	0.478839	0.156289	-0.711039	-0.610761	0.019566	26
1	0.093812	-0.037035	0.202533	-0.047141	0.194839	-0.441785	-0.116317	0.332420	1.487982	-0.009959	-0.158258	1.193052	0.932651	-0.275746	-0.055474	0.512513	0.415477	-0.484932	-0.578040	0.074714	26
2	0.098025	0.724652	-0.237252	0.275080	0.767597	-0.034518	-0.488315	0.414689	1.392204	0.027672	0.240928	1.329284	0.667363	-0.331470	-0.140574	0.472763	0.160396	-0.726822	-0.610868	-0.003324	26
3	0.099829	0.685853	-0.204716	0.283680	0.776950	-0.038577	-0.479893	0.410204	1.383461	0.073643	0.223630	1.332334	0.684137	-0.361180	-0.145273	0.469512	0.159850	-0.719636	-0.612445	-0.003897	26
4	0.105185	-0.011558	0.189307	-0.059252	0.175040	-0.447858	-0.132589	0.307488	1.476665	-0.059963	-0.164703	1.184717	0.910183	-0.284223	-0.060684	0.515649	0.387732	-0.471590	-0.558217	0.069506	26
5	0.108006	-0.067641	0.208861	-0.038994	0.245932	-0.427503	-0.109544	0.351751	1.493890	0.018161	-0.128498	1.195426	0.946367	-0.273744	-0.052080	0.517293	0.446693	-0.483890	-0.595979	0.081479	26
6	0.114346	0.766162	-0.249489	0.261356	0.744708	-0.036476	-0.467718	0.415202	1.389701	-0.031013	0.268874	1.330831	0.646090	-0.300945	-0.149850	0.475085	0.160988	-0.723678	-0.611019	0.003680	26
7	0.116863	0.651221	-0.180354	0.275905	0.782468	-0.046726	-0.451111	0.413126	1.384105	0.083926	0.216967	1.330759	0.697823	-0.389698	-0.159495	0.461446	0.163401	-0.699214	-0.615722	-0.001296	26
8	0.128335	0.004403	0.165811	-0.077593	0.185476	-0.457534	-0.150412	0.272044	1.444402	-0.109402	-0.168075	1.183704	0.879253	-0.295127	-0.069142	0.521304	0.360868	-0.449339	-0.541718	0.069016	26

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring